{"id":"W4313475489","doi":"10.3390/buildings13010008","title":"Low-Sloped Rooftop Storm-Water Detention Assembly to Mitigate Urban Flooding","year":2022,"lang":"en","type":"article","venue":"Buildings","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; National Research Council Canada","funders":"Infrastructure Canada","keywords":"Flooding (psychology); Storm; Environmental science; Stormwater; Roof; Drainage; Civil engineering; Drainage system (geomorphology); Hydrology (agriculture); Engineering; Meteorology; Surface runoff; Geography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004682037,0.000184495,0.0001417989,0.0001284836,0.0007682757,0.00008482417,0.0004991635,0.0000303462,0.004347627],"category_scores_gemma":[0.00001671154,0.0001783094,0.00009464285,0.0003793996,0.00004838253,0.0003908909,0.001474171,0.0001754588,0.001819086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000761621,"about_ca_system_score_gemma":0.000004651179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003845517,"about_ca_topic_score_gemma":0.00008818667,"domain_scores_codex":[0.9979998,0.00007156785,0.000250205,0.0005206193,0.0005676489,0.0005901238],"domain_scores_gemma":[0.9994059,0.00001185212,0.00005820321,0.0003504155,0.000007010605,0.0001666396],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004739904,0.0002664446,0.06243192,0.00001851255,0.00005281307,0.00004901928,0.002979781,0.01696424,0.7308006,0.0005577782,0.1818231,0.004008337],"study_design_scores_gemma":[0.0007279231,0.0002514599,0.05694835,0.00001741143,0.00007540531,0.00001639595,0.0002927185,0.001394804,0.05402386,0.000411987,0.8850626,0.0007770458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890753,0.00001065491,0.003636212,0.0009972526,0.0004391103,0.0004518435,0.000009506336,0.000190893,0.00518921],"genre_scores_gemma":[0.9859219,9.18063e-7,0.001655253,0.0008372659,0.00006379122,0.000198241,0.00002246764,0.00003603926,0.01126418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7032395,"threshold_uncertainty_score":0.9989581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00938067274516367,"score_gpt":0.204539725473652,"score_spread":0.1951590527284884,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}